| 2024 | ICML | Operator SVD with Neural Networks via Nested Low-Rank Approximation. | Jongha Jon Ryu, Xiangxiang Xu, Hasan Sabri Melihcan Erol, Yuheng Bu, Lizhong Zheng, Gregory W. Wornell |
| 2024 | MOBIHOC | Hermes: Boosting the Performance of Machine-Learning-Based Intrusion Detection System through Geometric Feature Learning. | Chaoyu Zhang, Shanghao Shi, Ning Wang, Xiangxiang Xu, Shaoyu Li, Lizhong Zheng, Randy C. Marchany, Mark Gardner, Y. Thomas Hou, Wenjing Lou |
| 2023 | ISIT | Kernel Subspace and Feature Extraction. | Xiangxiang Xu, Lizhong Zheng |
| 2021 | ICONIP | Dual Feature Distributional Regularization for Defending Against Adversarial Attacks. | Mingyang Li, Xiangxiang Xu, Shao-Lun Huang, Lin Zhang |
| 2021 | ISIT | An Information Theoretic Framework for Distributed Learning Algorithms. | Xiangxiang Xu, Shao-Lun Huang |
| 2021 | ITW | On Distributed Hypothesis Testing with Constant-Bit Communication Constraints. | Xiangxiang Xu, Shao-Lun Huang |
| 2020 | ISIT | On the Sample Complexity of Estimating Small Singular Modes. | Xiangxiang Xu, Weida Wang, Shao-Lun Huang |
| 2020 | ISIT | A Local Characterization for Wyner Common Information. | Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell |
| 2020 | TrustCom | Design and implementation of a multifunctional ECG analysis software system. | Dong Wang, Lishen Qiu, Wei Shi, Hongqing Wang, Xiangxiang Xu, Lirong Wang |
| 2019 | AAAI | An Efficient Approach to Informative Feature Extraction from Multimodal Data. | Lichen Wang, Jiaxiang Wu, Shao-Lun Huang, Lizhong Zheng, Xiangxiang Xu, Lin Zhang, Junzhou Huang |
| 2019 | ISIT | On the Robustness of Noisy ACE Algorithm and Multi-Layer Residual Learning. | Shao-Lun Huang, Xiangxiang Xu |
| 2019 | ISIT | An Information Theoretic Interpretation to Deep Neural Networks. | Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell |
| 2019 | ITW | On The Sample Complexity of HGR Maximal Correlation Functions. | Shao-Lun Huang, Xiangxiang Xu |
| 2018 | ITW | The Geometric Structure of Generalized Softmax Learning. | Xiangxiang Xu, Shao-Lun Huang, Lizhong Zheng, Lin Zhang |
| 2018 | SENSYS | Generative Model Based Fine-Grained Air Pollution Inference for Mobile Sensing Systems. | Rui Ma, Xiangxiang Xu, Hae Young Noh, Pei Zhang, Lin Zhang |
| 2017 | SENSYS | Delay Effect in Mobile Sensing System for Urban Air Pollution Monitoring. | Xinyu Liu, Xinlei Chen, Xiangxiang Xu, Enhan Mai, Hae Young Noh, Pei Zhang, Lin Zhang |
| 2017 | SENSYS | Individualized Calibration of Industrial-Grade Gas Sensors in Air Quality Sensing System. | Xinyu Liu, Xiangxiang Xu, Xinlei Chen, Enhan Mai, Hae Young Noh, Pei Zhang, Lin Zhang |
| 2016 | SENSYS | HAP: Fine-Grained Dynamic Air Pollution Map Reconstruction by Hybrid Adaptive Particle Filter: Poster Abstract. | Xinlei Chen, Xiangxiang Xu, Xinyu Liu, Hae Young Noh, Lin Zhang, Pei Zhang |
| 2016 | SENSYS | Gotcha II: Deployment of a Vehicle-based Environmental Sensing System: Poster Abstract. | Xiangxiang Xu, Xinlei Chen, Xinyu Liu, Hae Young Noh, Pei Zhang, Lin Zhang |
| 2014 | CIS | An Improved Median Filter Algorithm Based on VC in Image Denoising. | Shulei Wu, Huandong Chen, Xiangxiang Xu, Haixia Long, Wenjuan Jiang, Dong Xu |
| 2014 | IWCMC | A real-time implementation of CoMP transmission based on cloud-RAN infrastructure. | Bobo Cheng, Xiang Mi, Xibin Xu, Zhan Xu, Xiangxiang Xu, Ming Zhao |
| 2014 | PIMRC | How to upgrade wireless networks: Small cells or massive MIMO? | Xiangxiang Xu, Xiujun Zhang, Walid Saad, Yifei Zhao, Shidong Zhou |
| 2014 | SENSYS | Gotcha: a mobile urban sensing system. | Xiangxiang Xu, Pei Zhang, Lin Zhang |